Background Indomethacin, a well-known non-steroidal anti-inflammatory drug (NSAID), has in addition broad spectrum anti-viral activity in the laboratory including on SARS-Cov-2 virus. This trial is to observe the likelihood of efficacy and safety of Indomethacin in treating RT-PCR positive Covid patients Materials and Methods The study was done in two groups. In the first group of the study, where mild and moderate patients were involved, Propensity Score Matching was used as a methodology to compare Indomethacin and paracetamol based treatments in addition to the standard protocol for treating covid-19 patients.. Blood chemistry was collected before and after the treatment. The patients were monitored every day for clinical parameters. In this part, a patient developing hypoxia was the end point. In the second group, severe patients admitted with hypoxia were treated with Indomethacin in addition to Remdesivir, and the end point was the requirement of mechanical ventilation/admission to ICU. Results It was observed that patients treated with Indomethacin had a reduction in the number of days to become afebrile, reduction in cough and myalgia by half compared to the paracetamol set. Only one out of 72 patients in the Indomethacin arm of the first group required supplementary oxygen while 28 of the 72 patients required supplementary oxygen in the paracetamol arm. No one in the second group deteriorated enough to require mechanical ventilation. There wea no evidence of adverse reaction to indomethacin or deterioration of renal or liver function. Conclusion Indomethacin, along with standard care, seems to provide faster symptomatic relief and prevent progression of pneumonia in Covid-19 patients. It should be considered to replace paracetamol when there is no contraindication for its use.